Certificate in Reinforcement Algorithm Design: Impactful Insights
-- ViewingNowThe Certificate in Reinforcement Algorithm Design is a comprehensive course that focuses on the design and implementation of reinforcement learning algorithms. These algorithms are crucial in developing AI systems that can make decisions and take actions based on the environment they operate in, with significant implications for industries such as gaming, robotics, finance, and more.
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โข Introduction to Reinforcement Algorithm Design
โข Understanding the Markov Decision Process (MDP)
โข Q-Learning and State-Action Reward Q (SARQ) Theory
โข Deep Q Networks (DQN) and Neural Fitted Q Iteration (NFQ)
โข Reinforcement Learning Applications in Gaming and Control Systems
โข Policy Gradients and Actor-Critic Methods
โข Monte Carlo Tree Search (MCTS) and AlphaGo
โข Multi-Agent Reinforcement Learning (MARL) and Cooperation vs Competition
โข Continuous State and Action Spaces in Reinforcement Learning
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